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Feature scaling consists of limiting the excursion of a set of values within a certain predefined interval. It guarantees that all functionalities have the exact same scale, but does not handle anomalous values well. This is because extreme values become the extremes of the new range of variation. In this way, the actual values are compressed by keeping the distance to the anomalous values.